{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Example: Bit Pattern Set</h1>\n",
    "\n",
    "The dataset of this demonstration falls into the category of <i>binary classification</i> tasks in the domain of <i>Multiple Instance Learning (MIL)</i> problems. Each bag comprises a collection of bit pattern instances, wheres each instance is a sequence of <b>0s</b> and <b>1s</b>. The positive class has specific bit patterns injected, which are absent in the negative one. This demonstration shows, that <code>Hopfield</code>, <code>HopfieldPooling</code> and <code>HopfieldLayer</code> are capable of learning and filtering each bag with respect to the class-defining bit patterns.\n",
    "\n",
    "This demonstration instructs how to apply <code>Hopfield</code>, <code>HopfieldPooling</code> and <code>HopfieldLayer</code> for an exemplary Multiple Instance Learning problem.\n",
    "\n",
    "<h3 style=\"color:rgb(208,90,80)\">In the chapters <a href=\"#Adapt-Hopfield-based-Network\">Adapt Hopfield-based Network</a>, <a href=\"#Adapt-Hopfield-based-Pooling\">Adapt Hopfield-based Pooling</a> and <a href=\"#Adapt-Hopfield-based-Lookup\">Adapt Hopfield-based Lookup</a> you can explore and try the new functionalities of our new Hopfield layer.</h3>\n",
    "\n",
    "In order to run this notebook, a few modules need to be imported. The installation of third-party modules is <i>not</i> covered here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import general modules used e.g. for plotting.\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import sys\n",
    "import torch\n",
    "\n",
    "# Importing Hopfield-specific modules.\n",
    "from hflayers import Hopfield, HopfieldPooling, HopfieldLayer\n",
    "from hflayers.auxiliary.data import BitPatternSet\n",
    "\n",
    "# Import auxiliary modules.\n",
    "from distutils.version import LooseVersion\n",
    "from typing import List, Tuple\n",
    "\n",
    "# Importing PyTorch specific modules.\n",
    "from torch import Tensor\n",
    "from torch.nn import Flatten, Linear, Module, Sequential\n",
    "from torch.nn.functional import binary_cross_entropy_with_logits\n",
    "from torch.nn.utils import clip_grad_norm_\n",
    "from torch.optim import AdamW\n",
    "from torch.utils.data import DataLoader\n",
    "from torch.utils.data.sampler import SubsetRandomSampler\n",
    "\n",
    "# Set plotting style.\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Specific minimum versions of Python itself as well as of some used modules is required."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Installed Python version:  3.8.12 (✓)\n",
      "Installed PyTorch version: 1.7.0 (✓)\n"
     ]
    }
   ],
   "source": [
    "python_check = '(\\u2713)' if sys.version_info >= (3, 8) else '(\\u2717)'\n",
    "pytorch_check = '(\\u2713)' if torch.__version__ >= LooseVersion(r'1.5') else '(\\u2717)'\n",
    "\n",
    "print(f'Installed Python version:  {sys.version_info.major}.{sys.version_info.minor}.{sys.version_info.micro} {python_check}')\n",
    "print(f'Installed PyTorch version: {torch.__version__} {pytorch_check}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Create Dataset</h3>\n",
    "\n",
    "The dataset itself falls into the category of <i>binary classification</i> tasks in the domain of <i>Multiple Instance Learning (MIL)</i> problems. Defining arguments are:\n",
    "<br><br>\n",
    "<table>\n",
    "    <tr>\n",
    "        <th>Argument</th>\n",
    "        <th>Value (used in this demo)</th>\n",
    "        <th>Description</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_bags</code></th>\n",
    "        <th>2048</th>\n",
    "        <th>Amount of bags (samples) of the full dataset.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_instances</code></th>\n",
    "        <th>16</th>\n",
    "        <th>Amount of instances <i>per</i> bag (sample).</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_signals</code></th>\n",
    "        <th>8</th>\n",
    "        <th>Amount of unique instances indicative for the positive class.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_signals_per_bag</code></th>\n",
    "        <th>1</th>\n",
    "        <th>Amount of signals implanted into one bag of a positive class.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_bits</code></th>\n",
    "        <th>8</th>\n",
    "        <th>Amount of \"bits\" (feature size) per instance.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>...</code></th>\n",
    "        <th>default</th>\n",
    "        <th>The remaining arguments are not explicitly used in this demo.</th>\n",
    "    </tr>\n",
    "</table>\n",
    "\n",
    "Let's define the dataset using previously mentioned properties as well as a logging directory for storing all auxiliary outputs like performance plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "bit_pattern_set = BitPatternSet(\n",
    "    num_bags=2048,\n",
    "    num_instances=16,\n",
    "    num_signals=8,\n",
    "    num_signals_per_bag=1,\n",
    "    num_bits=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "log_dir = f'resources/'\n",
    "os.makedirs(log_dir, exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Create Auxiliaries</h3>\n",
    "\n",
    "Before digging into Hopfield-based networks, a few auxiliary variables and functions need to be defined. This is nothing special with respect to Hopfield-based networks, but rather common preparation work of (almost) every machine learning setting (e.g. definition of a <i>data loader</i> as well as a <i>training loop</i>). We will see, that this comprises the most work of this whole demo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = torch.device(r'cuda:0' if torch.cuda.is_available() else r'cpu')\n",
    "\n",
    "# Create data loader of training set.\n",
    "sampler_train = SubsetRandomSampler(list(range(256, 2048 - 256)))\n",
    "data_loader_train = DataLoader(dataset=bit_pattern_set, batch_size=32, sampler=sampler_train)\n",
    "\n",
    "# Create data loader of validation set.\n",
    "sampler_eval = SubsetRandomSampler(list(range(256)) + list(range(2048 - 256, 2048)))\n",
    "data_loader_eval = DataLoader(dataset=bit_pattern_set, batch_size=32, sampler=sampler_eval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_epoch(network: Module,\n",
    "                optimiser: AdamW,\n",
    "                data_loader: DataLoader\n",
    "               ) -> Tuple[float, float]:\n",
    "    \"\"\"\n",
    "    Execute one training epoch.\n",
    "    \n",
    "    :param network: network instance to train\n",
    "    :param optimiser: optimiser instance responsible for updating network parameters\n",
    "    :param data_loader: data loader instance providing training data\n",
    "    :return: tuple comprising training loss as well as accuracy\n",
    "    \"\"\"\n",
    "    network.train()\n",
    "    losses, accuracies = [], []\n",
    "    for sample_data in data_loader:\n",
    "        data, target = sample_data[r'data'], sample_data[r'target']\n",
    "        data, target = data.to(device=device), target.to(device=device)\n",
    "\n",
    "        # Process data by Hopfield-based network.\n",
    "        model_output = network.forward(input=data)\n",
    "\n",
    "        # Update network parameters.\n",
    "        optimiser.zero_grad()\n",
    "        loss = binary_cross_entropy_with_logits(input=model_output, target=target, reduction=r'mean')\n",
    "        loss.backward()\n",
    "        clip_grad_norm_(parameters=network.parameters(), max_norm=1.0, norm_type=2)\n",
    "        optimiser.step()\n",
    "\n",
    "        # Compute performance measures of current model.\n",
    "        accuracy = (model_output.sigmoid().round() == target).to(dtype=torch.float32).mean()\n",
    "        accuracies.append(accuracy.detach().item())\n",
    "        losses.append(loss.detach().item())\n",
    "    \n",
    "    # Report progress of training procedure.\n",
    "    return (sum(losses) / len(losses), sum(accuracies) / len(accuracies))\n",
    "\n",
    "\n",
    "def eval_iter(network: Module,\n",
    "              data_loader: DataLoader\n",
    "             ) -> Tuple[float, float]:\n",
    "    \"\"\"\n",
    "    Evaluate the current model.\n",
    "    \n",
    "    :param network: network instance to evaluate\n",
    "    :param data_loader: data loader instance providing validation data\n",
    "    :return: tuple comprising validation loss as well as accuracy\n",
    "    \"\"\"\n",
    "    network.eval()\n",
    "    with torch.no_grad():\n",
    "        losses, accuracies = [], []\n",
    "        for sample_data in data_loader:\n",
    "            data, target = sample_data[r'data'], sample_data[r'target']\n",
    "            data, target = data.to(device=device), target.to(device=device)\n",
    "\n",
    "            # Process data by Hopfield-based network.\n",
    "            model_output = network.forward(input=data)\n",
    "            loss = binary_cross_entropy_with_logits(input=model_output, target=target, reduction=r'mean')\n",
    "\n",
    "            # Compute performance measures of current model.\n",
    "            accuracy = (model_output.sigmoid().round() == target).to(dtype=torch.float32).mean()\n",
    "            accuracies.append(accuracy.detach().item())\n",
    "            losses.append(loss.detach().item())\n",
    "\n",
    "        # Report progress of validation procedure.\n",
    "        return (sum(losses) / len(losses), sum(accuracies) / len(accuracies))\n",
    "\n",
    "\n",
    "def operate(network: Module,\n",
    "            optimiser: AdamW,\n",
    "            data_loader_train: DataLoader,\n",
    "            data_loader_eval: DataLoader,\n",
    "            num_epochs: int = 1\n",
    "           ) -> Tuple[pd.DataFrame, pd.DataFrame]:\n",
    "    \"\"\"\n",
    "    Train the specified network by gradient descent using backpropagation.\n",
    "    \n",
    "    :param network: network instance to train\n",
    "    :param optimiser: optimiser instance responsible for updating network parameters\n",
    "    :param data_loader_train: data loader instance providing training data\n",
    "    :param data_loader_eval: data loader instance providing validation data\n",
    "    :param num_epochs: amount of epochs to train\n",
    "    :return: data frame comprising training as well as evaluation performance\n",
    "    \"\"\"\n",
    "    losses, accuracies = {r'train': [], r'eval': []}, {r'train': [], r'eval': []}\n",
    "    for epoch in range(num_epochs):\n",
    "        \n",
    "        # Train network.\n",
    "        performance = train_epoch(network, optimiser, data_loader_train)\n",
    "        losses[r'train'].append(performance[0])\n",
    "        accuracies[r'train'].append(performance[1])\n",
    "        \n",
    "        # Evaluate current model.\n",
    "        performance = eval_iter(network, data_loader_eval)\n",
    "        losses[r'eval'].append(performance[0])\n",
    "        accuracies[r'eval'].append(performance[1])\n",
    "    \n",
    "    # Report progress of training and validation procedures.\n",
    "    return pd.DataFrame(losses), pd.DataFrame(accuracies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_seed(seed: int = 42) -> None:\n",
    "    \"\"\"\n",
    "    Set seed for all underlying (pseudo) random number sources.\n",
    "    \n",
    "    :param seed: seed to be used\n",
    "    :return: None\n",
    "    \"\"\"\n",
    "    torch.manual_seed(42)\n",
    "    torch.backends.cudnn.deterministic = True\n",
    "    torch.backends.cudnn.benchmark = False\n",
    "\n",
    "\n",
    "def plot_performance(loss: pd.DataFrame,\n",
    "                     accuracy: pd.DataFrame,\n",
    "                     log_file: str\n",
    "                    ) -> None:\n",
    "    \"\"\"\n",
    "    Plot and save loss and accuracy.\n",
    "    \n",
    "    :param loss: loss to be plotted\n",
    "    :param accuracy: accuracy to be plotted\n",
    "    :param log_file: target file for storing the resulting plot\n",
    "    :return: None\n",
    "    \"\"\"\n",
    "    fig, ax = plt.subplots(1, 2, figsize=(20, 7))\n",
    "    \n",
    "    loss_plot = sns.lineplot(data=loss, ax=ax[0])\n",
    "    loss_plot.set(xlabel=r'Epoch', ylabel=r'Cross-entropy Loss')\n",
    "    \n",
    "    accuracy_plot = sns.lineplot(data=accuracy, ax=ax[1])\n",
    "    accuracy_plot.set(xlabel=r'Epoch', ylabel=r'Accuracy')\n",
    "    \n",
    "    ax[1].yaxis.set_label_position(r'right')\n",
    "    fig.tight_layout()\n",
    "    fig.savefig(log_file)\n",
    "    plt.show(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Hopfield-based Network</h2>\n",
    "\n",
    "The instantiation of the heart of a Hopfield-based network, the module <code>Hopfield</code>, is rather straightforward. Only <i>one</i> argument, the size of the input, needs to be set.\n",
    "<br><br>\n",
    "<table>\n",
    "    <tr>\n",
    "        <th>Argument</th>\n",
    "        <th>Value (used in this demo)</th>\n",
    "        <th>Description</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>input_size</code></th>\n",
    "        <th>num_bits (8)</th>\n",
    "        <th>Size (depth) of the input (state pattern).</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>...</code></th>\n",
    "        <th>default</th>\n",
    "        <th>The remaining arguments are not explicitly used in this example.</th>\n",
    "    </tr>\n",
    "</table>\n",
    "\n",
    "An additional output projection is defined, to downproject the result of <code>Hopfield</code> to the correct output size. Afterwards, everything is wrapped into a container of type <code>torch.nn.Sequential</code> and a corresponding optimiser is defined. Now the Hopfield-based network and all auxiliaries are set up and ready to <i>associate</i>!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_seed()\n",
    "hopfield = Hopfield(\n",
    "    input_size=bit_pattern_set.num_bits)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_projection = Linear(in_features=hopfield.output_size * bit_pattern_set.num_instances, out_features=1)\n",
    "network = Sequential(hopfield, Flatten(), output_projection, Flatten(start_dim=0)).to(device=device)\n",
    "optimiser = AdamW(params=network.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Operate Hopfield-based Network</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "losses, accuracies = operate(\n",
    "    network=network,\n",
    "    optimiser=optimiser,\n",
    "    data_loader_train=data_loader_train,\n",
    "    data_loader_eval=data_loader_eval,\n",
    "    num_epochs=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_performance(loss=losses, accuracy=accuracies, log_file=f'{log_dir}/hopfield_base.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Adapt Hopfield-based Network</h3>\n",
    "<h3 style=\"color:rgb(208,90,80)\">We can now explore the functionality of our Hopfield layer <code>Hopfield</code>.</h3>\n",
    "\n",
    "As described in the paper the Hopfield layer allows:\n",
    "- association of two sets\n",
    "- multiple updates\n",
    "- variable beta\n",
    "- changing the dimension of the associative space\n",
    "- pattern normalization\n",
    "- static patterns for fixed pattern search\n",
    "\n",
    "This time, additional arguments are set to increase the training as well as the validation performance of the Hopfield-based network.\n",
    "<br><br>\n",
    "<table>\n",
    "    <tr>\n",
    "        <th>Argument</th>\n",
    "        <th>Value (used in this demo)</th>\n",
    "        <th>Description</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>input_size</code></th>\n",
    "        <th>num_bits (8)</th>\n",
    "        <th>Size (depth) of the input (state pattern).</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>hidden_size</code></th>\n",
    "        <th>8</th>\n",
    "        <th>Size (depth) of the association space.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_heads</code></th>\n",
    "        <th>8</th>\n",
    "        <th>Amount of parallel association heads.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>update_steps_max</code></th>\n",
    "        <th>3</th>\n",
    "        <th>Number of updates in one Hopfield head.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>scaling</code></th>\n",
    "        <th>0.25</th>\n",
    "        <th>Beta parameter that determines the kind of fixed point.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>dropout</code></th>\n",
    "        <th>0.5</th>\n",
    "        <th>Dropout probability applied on the association matrix.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>...</code></th>\n",
    "        <th>default</th>\n",
    "        <th>The remaining arguments are not explicitly used in this example.</th>\n",
    "    </tr>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_seed()\n",
    "hopfield = Hopfield(\n",
    "    input_size=bit_pattern_set.num_bits,\n",
    "    hidden_size=8,\n",
    "    num_heads=8,\n",
    "    update_steps_max=3,\n",
    "    scaling=0.25,\n",
    "    dropout=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_projection = Linear(in_features=hopfield.output_size * bit_pattern_set.num_instances, out_features=1)\n",
    "network = Sequential(hopfield, Flatten(), output_projection, Flatten(start_dim=0)).to(device=device)\n",
    "optimiser = AdamW(params=network.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "losses, accuracies = operate(\n",
    "    network=network,\n",
    "    optimiser=optimiser,\n",
    "    data_loader_train=data_loader_train,\n",
    "    data_loader_eval=data_loader_eval,\n",
    "    num_epochs=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_performance(loss=losses, accuracy=accuracies, log_file=f'{log_dir}/hopfield_adapted.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Hopfield-based Pooling</h2>\n",
    "\n",
    "The previous examples manually downprojected the result of <code>Hopfield</code> by applying a linear layer afterwards. It would've also been possible to apply some kind of <i>pooling</i>. Exactly for <i>such</i> use cases, the module <code>HopfieldPooling</code> might be the right choice. Internally, a <i>state pattern</i> is trained, which in turn is used to compute pooling weights with respect to the input."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_seed()\n",
    "hopfield_pooling = HopfieldPooling(\n",
    "    input_size=bit_pattern_set.num_bits)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_projection = Linear(in_features=hopfield_pooling.output_size, out_features=1)\n",
    "network = Sequential(hopfield_pooling, output_projection, Flatten(start_dim=0)).to(device=device)\n",
    "optimiser = AdamW(params=network.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Operate Hopfield-based Pooling</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "losses, accuracies = operate(\n",
    "    network=network,\n",
    "    optimiser=optimiser,\n",
    "    data_loader_train=data_loader_train,\n",
    "    data_loader_eval=data_loader_eval,\n",
    "    num_epochs=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_performance(loss=losses, accuracy=accuracies, log_file=f'{log_dir}/hopfield_pooling.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Adapt Hopfield-based Pooling</h3>\n",
    "<h3 style=\"color:rgb(208,90,80)\">We can now again explore the functionality of our Hopfield-based pooling layer <code>HopfieldPooling</code>.</h3>\n",
    "\n",
    "Again, additional arguments are set to increase the training as well as the validation performance of the Hopfield-based pooling.\n",
    "<br><br>\n",
    "<table>\n",
    "    <tr>\n",
    "        <th>Argument</th>\n",
    "        <th>Value (used in this demo)</th>\n",
    "        <th>Description</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>input_size</code></th>\n",
    "        <th>num_bits (8)</th>\n",
    "        <th>Size (depth) of the input (state pattern).</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>hidden_size</code></th>\n",
    "        <th>8</th>\n",
    "        <th>Size (depth) of the association space.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>num_heads</code></th>\n",
    "        <th>8</th>\n",
    "        <th>Amount of parallel association heads.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "    <tr>\n",
    "        <th><code>update_steps_max</code></th>\n",
    "        <th>3</th>\n",
    "        <th>Number of updates in one Hopfield head.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>scaling</code></th>\n",
    "        <th>0.25</th>\n",
    "        <th>Beta parameter that determines the kind of fixed point.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>dropout</code></th>\n",
    "        <th>0.5</th>\n",
    "        <th>Dropout probability applied on the association matrix.</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>...</code></th>\n",
    "        <th>default</th>\n",
    "        <th>The remaining arguments are not explicitly used in this example.</th>\n",
    "    </tr>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_seed()\n",
    "hopfield_pooling = HopfieldPooling(\n",
    "    input_size=bit_pattern_set.num_bits,\n",
    "    hidden_size=8,\n",
    "    num_heads=8,\n",
    "    update_steps_max=3,\n",
    "    scaling=0.25,\n",
    "    dropout=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_projection = Linear(in_features=hopfield_pooling.output_size, out_features=1)\n",
    "network = Sequential(hopfield_pooling, output_projection, Flatten(start_dim=0)).to(device=device)\n",
    "optimiser = AdamW(params=network.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "losses, accuracies = operate(\n",
    "    network=network,\n",
    "    optimiser=optimiser,\n",
    "    data_loader_train=data_loader_train,\n",
    "    data_loader_eval=data_loader_eval,\n",
    "    num_epochs=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_performance(loss=losses, accuracy=accuracies, log_file=f'{log_dir}/hopfield_pooling_adapted.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Hopfield-based Lookup</h2>\n",
    "\n",
    "In contrast to the first <code>Hopfield</code> setting, in which the <i>state patterns</i> as well as the <i>stored patterns</i> are directly dependent on the input, <code>HopfieldLayer</code> employs a trainable but fixed <i>stored pattern</i> matrix, which in turn acts as a learnable lookup table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "bit_samples_unique = [_[r'data'] for _ in data_loader_train]\n",
    "bit_samples_unique = torch.cat(bit_samples_unique).view(-1, bit_samples_unique[0].shape[2]).unique(dim=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_seed()\n",
    "hopfield_lookup = HopfieldLayer(\n",
    "    input_size=bit_pattern_set.num_bits,\n",
    "    quantity=len(bit_samples_unique))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_projection = Linear(in_features=hopfield_lookup.output_size * bit_pattern_set.num_instances, out_features=1)\n",
    "network = Sequential(hopfield_lookup, Flatten(start_dim=1), output_projection, Flatten(start_dim=0)).to(device=device)\n",
    "optimiser = AdamW(params=network.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Operate Hopfield-based Lookup</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "losses, accuracies = operate(\n",
    "    network=network,\n",
    "    optimiser=optimiser,\n",
    "    data_loader_train=data_loader_train,\n",
    "    data_loader_eval=data_loader_eval,\n",
    "    num_epochs=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_performance(loss=losses, accuracy=accuracies, log_file=f'{log_dir}/hopfield_lookup.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Adapt Hopfield-based Lookup</h3>\n",
    "<h3 style=\"color:rgb(208,90,80)\">We can now again explore the functionality of our Hopfield-based lookup layer <code>HopfieldLayer</code>.</h3>\n",
    "\n",
    "This <i>lookup setting</i> is especially pronounced, if the <i>state patterns</i> are initialized with a subset of the training set (and optionally provide the corresponding training targets as <i>pattern projection</i> inputs).\n",
    "\n",
    "Again, additional arguments are set to increase the training as well as the validation performance of the Hopfield-based lookup.\n",
    "<br><br>\n",
    "<table>\n",
    "    <tr>\n",
    "        <th>Argument</th>\n",
    "        <th>Value (used in this demo)</th>\n",
    "        <th>Description</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>lookup_weights_as_separated</code></th>\n",
    "        <th>True</th>\n",
    "        <th>Separate lookup weights from lookup target weights (e.g. to set lookup target weights separately).</th>\n",
    "    </tr>\n",
    "    <tr>\n",
    "        <th><code>lookup_targets_as_trainable</code></th>\n",
    "        <th>False</th>\n",
    "        <th>Employ trainable lookup target weights (used as pattern projection input).</th>\n",
    "    </tr>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_seed()\n",
    "hopfield_lookup = HopfieldLayer(\n",
    "    input_size=bit_pattern_set.num_bits,\n",
    "    quantity=len(bit_samples_unique),\n",
    "    lookup_weights_as_separated=True,\n",
    "    lookup_targets_as_trainable=False,\n",
    "    normalize_stored_pattern_affine=True,\n",
    "    normalize_pattern_projection_affine=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the trainable but fixed <i>stored patterns</i> with all unique samples from the training set. In this way, the Hopfield-based lookup already starts with <i>meaningful</i> stored patterns (instead of random noise). This may enhance the performance of the network, especially at the beginning of the training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "with torch.no_grad():\n",
    "    hopfield_lookup.lookup_weights[:] = bit_samples_unique.unsqueeze(dim=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_projection = Linear(in_features=hopfield_lookup.output_size * bit_pattern_set.num_instances, out_features=1)\n",
    "network = Sequential(hopfield_lookup, Flatten(start_dim=1), output_projection, Flatten(start_dim=0)).to(device=device)\n",
    "optimiser = AdamW(params=network.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "losses, accuracies = operate(\n",
    "    network=network,\n",
    "    optimiser=optimiser,\n",
    "    data_loader_train=data_loader_train,\n",
    "    data_loader_eval=data_loader_eval,\n",
    "    num_epochs=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_performance(loss=losses, accuracy=accuracies, log_file=f'{log_dir}/hopfield_lookup_adapted.pdf')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
